CODEWITHSUNDEEP
pythonpython-2.7python-3.xnumpymath
Maroof G
Maroof G

Reputation: 565

I am getting a warning <RuntimeWarning: invalid value encountered in sqrt>

I am trying to run a quadratic equation in python. However, it keeps on giving me a warning

RuntimeWarning: invalid value encountered in sqrt

Here's my code:

import numpy as np


a = 0.75 + (1.25 - 0.75)*np.random.randn(10000)
print(a)
b = 8 + (12 - 8)*np.random.randn(10000)
print(b)
c = -12 + 2*np.random.randn(10000)
print(c)
x0 = (-b - np.sqrt(b**2 - (4*a*c)))/(2 * a)
print(x0)

Upvotes: 31

Views: 116514

Answers (4)

iacob
iacob

Reputation: 24221

Square roots are not defined for strictly negative real numbers, and numpy will produce nan for negative inputs of "real" dtype int, float, and it's two special values -np.inf and nan.

However, square roots are defined for all complex dtype:

Sign Data Type E.g. (x) np.sqrt(x) Runtime Warning
➕ Float/Int 1. / 1 1. / 1
➕ Complex 1+0J 1
➕ Infinity np.inf np.inf
➖ Float/Int -1. / -1 nan ⚠️
➖ Complex -1+0j 1j
➖ Infinity -np.inf nan ⚠️
N/A NaN np.nan nan

Upvotes: 11

jick jack
jick jack

Reputation: 11

I would like to add an insight along with the above answers. The cmath function always returns complex numbers but if you want a unified treatment of complex and float object I would recommend using numpy.lib.scimath.

Note: The sqrt() function in this is slower that that of the versions from cmath and math module but it has flexibility to return a complex object in the case of a negative argument and a float object otherwise

Upvotes: 1

Michael Green
Michael Green

Reputation: 810

If you're hoping to do complex analysis (working with imaginary numbers as defined by sqrt(-1)) you can import cmath and use cmath.sqrt(-1) instead of numpy.sqrt(-1).

For example, when I'm calculating the refractive index of materials from permittivity and permeability (by definition, j is involved), I'll write functions in python as such:

def n(f):
    y = cmath.sqrt(mu1f(f) - j*mu2f(f)) * (e1f(f) - j*e2f(f))
    return y.real

Where e1f etc. are previously defined interpolating functions, all of which are a function of incident frequency f. The y resultant is, in it of itself, a complex value, the complex index of refraction, but I'm oftentimes only interested in the real portion (the refractive index) so that is what is returned.

Hope this helps

Upvotes: 2

DeepSpace
DeepSpace

Reputation: 81604

This is not 100% Python related. You can't calculate the square root of a negative number (when dealing with real numbers that is).

You didn't take any precautions for when b**2 - (4*a*c) is a negative number.

>>> import numpy as np
>>>
>>> np.sqrt(4)
2.0
>>> np.sqrt(-4)
__main__:1: RuntimeWarning: invalid value encountered in sqrt
nan

Let's test if you have negative values:

>>> import numpy as np
>>> 
>>> a = 0.75 + (1.25 - 0.75) * np.random.randn(10000)
>>> b = 8 + (12 - 8) * np.random.randn(10000)
>>> c = -12 + 2 * np.random.randn(10000)
>>> 
>>> z = b ** 2 - (4 * a * c)
>>> print len([_ for _ in z if _ < 0])
71

Upvotes: 39

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